TWI474001B - Methods, non-transitory storage devices, and fyftem of motion-based device operations - Google Patents
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Description
本發明大體而言係關於行動裝置之以運動為基礎之運作。The present invention is generally directed to motion-based operations of mobile devices.
行動裝置可包括經組態以偵測行動裝置之運動之運動感測器。運動感測器可量測在二維或三維空間中行動裝置之移動及旋轉,且將加速度之一系列讀數提供為輸出。基於加速度讀數,行動裝置可判定該裝置是否在運動中。行動裝置可使用運動以控制該行動裝置之各種函式或應用程式。舉例而言,行動裝置可使用該系列讀數作為至應用程式之輸入。基於運動感測器讀數,應用程式可執行各種任務。The mobile device can include a motion sensor configured to detect motion of the mobile device. The motion sensor measures the movement and rotation of the mobile device in a two- or three-dimensional space and provides a series of readings of the acceleration as an output. Based on the acceleration reading, the mobile device can determine if the device is in motion. The mobile device can use motion to control various functions or applications of the mobile device. For example, the mobile device can use the series of readings as input to the application. Based on motion sensor readings, the application can perform a variety of tasks.
本發明描述以運動為基礎之裝置運作之方法、程式產品及系統。行動裝置可協調運動感測器及近接感測器之運作。行動裝置可使用運動感測器判定示意動作事件。行動裝置可使用近接感測器判定近接事件。行動裝置可使用示意動作事件及近接事件以確認彼此,且判定該行動裝置已在指定示意動作之後移動接近目標物件。在確認之後,行動裝置隨即可執行指定任務。The present invention describes methods, program products and systems for the operation of motion-based devices. The mobile device coordinates the operation of the motion sensor and the proximity sensor. The mobile device can use the motion sensor to determine a gesture event. The mobile device can use the proximity sensor to determine the proximity event. The mobile device may use the gesture action event and the proximity event to confirm each other and determine that the mobile device has moved closer to the target object after the specified gesture action. After confirmation, the mobile device can perform the specified task.
一般而言,在一個態樣中,以運動為基礎之裝置運作可包括接收經組態以在偵測到行動裝置已移動至接近一物件之位置之後隨即使該行動裝置執行任務之程式指令。該等 運作可包括:自行動裝置之一或多個運動感測器獲得運動讀數;基於運動讀數偵測示意動作事件,其包括判定該運動讀數指示行動裝置以一或多個指定方式朝向目標物件移動;偵測近接事件,其包括自行動裝置之近接感測器獲得近接讀數,該近接讀數指示該行動裝置經定位成接近一物件;基於示意動作事件及近接事件判定該行動裝置已移動至接近目標物件之位置;及接著作為回應而執行任務。In general, in one aspect, motion-based device operation can include receiving program instructions configured to perform a task even after the mobile device has moved to a location close to an object. Such The operations may include: obtaining motion readings from one or more motion sensors of the mobile device; detecting a gesture event based on the motion readings, comprising determining that the motion readings indicate that the mobile device is moving toward the target object in one or more specified manners; Detecting a proximity event, comprising obtaining a proximity reading from a proximity sensor of the mobile device, the proximity reading indicating that the mobile device is positioned proximate to an object; determining that the mobile device has moved to a target object based on the gesture event and the proximity event The position; and the work to perform the task in response.
可實施以運動為基礎之裝置運作以達成以下優點。相比於習知行動裝置,可降低示意動作辨識或近接判定之誤判率。當行動裝置以類似於指定示意動作之方式移動時,該行動裝置可在來自近接感測器之確認之後將該移動指定為示意動作。可篩選出中斷移動。因此,舉例而言,若使用者將行動裝置自口袋移至耳朵,則直至該行動裝置到達耳朵時才需要該行動裝置啟動語音輸入功能。Motion-based device operation can be implemented to achieve the following advantages. Compared with the conventional mobile device, the false positive rate of the gesture recognition or the proximity determination can be reduced. When the mobile device moves in a manner similar to the specified gesture, the mobile device can designate the movement as a gesture after confirmation from the proximity sensor. The interrupt movement can be filtered out. Thus, for example, if the user moves the mobile device from the pocket to the ear, the mobile device is required to activate the voice input function until the mobile device reaches the ear.
另外,相比於習知行動裝置,可縮短行動裝置之回應時間。行動裝置之近接感測器可需要在近接偵測之前進行校準。行動裝置可在該行動裝置到達一物件之前基於運動感測器讀數而校準近接感測器。因此,當行動裝置到達物件時,近接感測器可已經被校準。若任務需要近接感測器輸入,則自使用者之視點,近接感測器可看來幾乎瞬間作出回應。In addition, the response time of the mobile device can be shortened compared to conventional mobile devices. The proximity sensor of the mobile device may need to be calibrated prior to proximity detection. The mobile device can calibrate the proximity sensor based on the motion sensor reading before the mobile device reaches an object. Thus, when the mobile device reaches the object, the proximity sensor can already be calibrated. If the task requires a proximity sensor input, the proximity sensor can appear to respond almost instantaneously from the user's point of view.
在隨附圖式及下文之描述中闡述以運動為基礎之裝置運作之一或多項實施之細節。以運動為基礎之裝置運作之其他特徵、態樣及優點將自描述、圖式及申請專利範圍變得 顯而易見。Details of one or more implementations of motion-based device operation are set forth in the accompanying drawings and the following description. Other features, aspects and advantages of motion-based device operation will become self-described, schema and patentable Obvious.
圖1為提供例示性以運動為基礎之裝置運作之概述的圖。行動裝置100為經組態以回應於示意動作而執行任務之裝置。示意動作可包括自初始位置拾取行動裝置100且將行動裝置100置於接近臉118之使用者動作。1 is a diagram providing an overview of an exemplary motion-based device operation. Mobile device 100 is a device configured to perform tasks in response to a gesture. The gesture may include picking up the mobile device 100 from the initial position and placing the mobile device 100 in a user action proximate to the face 118.
在所展示之實例中,行動裝置100之初始位置為台102上之面朝上位置。接著自台拾取行動裝置100,且遵循運動路徑104將行動裝置100移動至臉。行動裝置100可使用運動感測器追蹤運動路徑104。運動感測器可經組態以量測在多個軸線(例如,X、Y、Z或俯仰角(pitch)、偏轉角(yaw)、側滾角(roll))上行動裝置100之線性加速度值、角速率值或其兩者,且產生運動感測器讀數。運動感測器讀數可包括對應於運動路徑104之運動向量之時間序列。In the example shown, the initial position of the mobile device 100 is the face up position on the table 102. The mobile device 100 is then picked up from the station and the mobile device 100 is moved to the face following the motion path 104. The mobile device 100 can track the motion path 104 using a motion sensor. The motion sensor can be configured to measure linear acceleration of the mobile device 100 over multiple axes (eg, X, Y, Z or pitch, yaw, roll) Value, angular rate value, or both, and produces a motion sensor reading. The motion sensor readings can include a time series corresponding to the motion vectors of the motion path 104.
行動裝置100可包括示意動作辨識子系統110。示意動作辨識子系統110為行動裝置100之經組態以自各種運動辨識示意動作之組件。舉例而言,可在有或無中斷(例如,在將行動裝置100置於接近耳朵之前翻轉行動裝置100以用於檢視顯示器之動作)的情況下由左手或右手快速或緩慢地執行自初始位置拾取行動裝置100且將行動裝置100置於接近臉118的示意動作。示意動作辨識子系統110可基於一或多個運動型樣自此等變化辨識示意動作。將在下文參看圖3及圖4A至圖4B來描述示意動作辨識子系統110之運作.之 其他細節。Mobile device 100 can include a gesture recognition subsystem 110. The gesture recognition subsystem 110 is a component of the mobile device 100 that is configured to recognize gestures from various motions. For example, the self-initial position can be performed quickly or slowly by the left or right hand with or without interruption (eg, flipping the mobile device 100 for viewing the action of the display prior to placing the mobile device 100 close to the ear) The mobile device 100 is picked up and the mobile device 100 is placed in a gesture close to the face 118. The gesture recognition subsystem 110 can recognize gestures from such changes based on one or more motion patterns. The operation of the schematic action recognition subsystem 110 will be described below with reference to Figures 3 and 4A-4B. Other details.
行動裝置100可包括近接偵測子系統112。近接偵測子系統112為行動裝置100之經組態以偵測近接事件之組件。行動裝置100可使用近接事件以確認經辨識示意動作且減少誤判。誤判為行動裝置之移動被錯誤地辨識為經指定示意動作之發生。舉例而言,當自口袋取出行動裝置且將其置於桌上時,行動裝置可能錯誤地判定拾取行動裝置之示意動作被接收。藉由使用行動裝置100之一或多個其他感測器,近接偵測子系統112可在行動裝置之條件與示意動作之正常結果不一致時偵測誤判。舉例而言,行動裝置100可識別當在移動之後近接感測器未能偵測到臉118時將行動裝置100移至臉118之示意動作的錯誤辨識。行動裝置100可在近接偵測子系統112在示意動作辨識子系統110辨識示意動作之後不久或之前不久(例如,在時間116處)偵測近接事件時確認示意動作。The mobile device 100 can include a proximity detection subsystem 112. The proximity detection subsystem 112 is a component of the mobile device 100 configured to detect a proximity event. The mobile device 100 can use the proximity event to confirm the identified gesture and reduce false positives. The misjudgment that the movement of the mobile device is erroneously recognized as the occurrence of the designated gesture. For example, when the mobile device is removed from the pocket and placed on a table, the mobile device may erroneously determine that the gesture action of the pick-up mobile device was received. By using one or more other sensors of the mobile device 100, the proximity detection subsystem 112 can detect a false positive when the condition of the mobile device is inconsistent with the normal result of the gesture. For example, the mobile device 100 can identify an erroneous recognition of the gesture of moving the mobile device 100 to the face 118 when the proximity sensor fails to detect the face 118 after the move. The mobile device 100 can confirm the gesture action when the proximity detection subsystem 112 detects the proximity event shortly before or shortly after the gesture recognition subsystem 110 recognizes the gesture action (eg, at time 116).
同樣地,行動裝置100可使用藉由示意動作辨識子系統110偵測之示意動作以確認近接事件。舉例而言,行動裝置100可在使用者將手置放成接近行動裝置100之近接感測器或將行動裝置置放成接近耳朵時偵測近接事件。基於藉由示意動作辨識子系統110判定之示意動作,行動裝置100可判定近接事件是否係藉由使用者將行動裝置100置放成接近耳朵而造成。行動裝置100可在發生將行動裝置置於接近耳朵之示意動作時大約同時地關閉顯示螢幕。因此,行動裝置100可避免在使用者僅僅將手置放成接近顯示螢 幕時關閉該顯示螢幕。Likewise, the mobile device 100 can use the gestures detected by the gesture recognition subsystem 110 to confirm the proximity event. For example, the mobile device 100 can detect a proximity event when the user places the hand close to the proximity sensor of the mobile device 100 or places the mobile device close to the ear. Based on the gesture action determined by the gesture recognition subsystem 110, the mobile device 100 can determine whether the proximity event is caused by the user placing the mobile device 100 close to the ear. The mobile device 100 can close the display screen approximately simultaneously when a gesture is placed to approach the ear. Therefore, the mobile device 100 can prevent the user from merely placing the hand close to the display firefly. The display screen is closed during the curtain.
在示意動作之確認之後,行動裝置100可執行各種任務。舉例而言,行動裝置100可停用觸控螢幕輸入裝置,或啟動語音輸入裝置,或其兩者。基於經確認示意動作輸入之特性,行動裝置100可將語音輸入裝置設定成各種輸入模式。After the confirmation of the gesture, the mobile device 100 can perform various tasks. For example, the mobile device 100 can disable the touch screen input device, or activate the voice input device, or both. Based on the characteristics of the confirmed gesture input, the mobile device 100 can set the voice input device to various input modes.
圖2為經組態以執行以運動為基礎之運作之例示性行動裝置100的方塊圖。行動裝置100可包括運動感測器202。運動感測器202可持續監視行動裝置100之運動(包括線性加速度,或角速率,或其兩者),且產生運動感測器讀數206。行動裝置100可包括經組態以接收運動感測器讀數206且產生經辨識示意動作220之示意動作辨識子系統110。經辨識示意動作220可包括示意動作之識別符(例如,「拾取」或「放下」)。在一些實施中,經辨識示意動作220可與時戳相關聯。時戳可指示示意動作之開始時間、示意動作之結束時間,或其間之任何時間。2 is a block diagram of an illustrative mobile device 100 configured to perform motion-based operations. The mobile device 100 can include a motion sensor 202. The motion sensor 202 can continuously monitor motion of the mobile device 100 (including linear acceleration, or angular rate, or both) and generate motion sensor readings 206. The mobile device 100 can include a schematic motion recognition subsystem 110 configured to receive motion sensor readings 206 and generate an identified gesture 220. The recognized gesture action 220 can include an identifier for the gesture (eg, "pick up" or "drop"). In some implementations, the identified gesture action 220 can be associated with a timestamp. The time stamp may indicate the start time of the gesture, the end of the gesture, or any time between them.
行動裝置100可包括經組態以確認經辨識示意動作220之近接偵測子系統112。若經辨識示意動作220為通常引起行動裝置100與物件之間的近接之示意動作,則近接偵測子系統112可組態近接感測器222以偵測該近接。近接感測器222可包括行動裝置100之經組態以在行動裝置100與一附近物件之間無實體接觸的情況下偵測該物件之存在的組件。當近接偵測子系統112接收經辨識示意動作220時,近接偵測子系統112可將近接感測器之運作模式自被動模式 改變成主動模式。在主動模式中,近接感測器可偵測附近物件(例如,人臉118)且產生近接輸出224。近接輸出224可為二進位值(例如,「是」或「否」),或指示行動裝置100接近物件之可能性或指示行動裝置與物件之間的距離之標度值。The mobile device 100 can include a proximity detection subsystem 112 that is configured to confirm the identified gesture 220. If the identified gesture 220 is a schematic action that typically causes a proximity between the mobile device 100 and the object, the proximity detection subsystem 112 can configure the proximity sensor 222 to detect the proximity. The proximity sensor 222 can include components of the mobile device 100 configured to detect the presence of the object without physical contact between the mobile device 100 and a nearby item. When the proximity detection subsystem 112 receives the identified gesture 220, the proximity detection subsystem 112 can operate the proximity sensor from the passive mode. Change to active mode. In active mode, the proximity sensor can detect nearby objects (eg, face 118) and produce a proximity output 224. The proximity output 224 can be a binary value (eg, "yes" or "no"), or a scale indicating the likelihood that the mobile device 100 is in proximity to the object or indicating the distance between the mobile device and the object.
基於近接輸出224,近接偵測子系統112可判定是否確認經辨識示意動作220。若近接偵測子系統112確認經辨識示意動作220,則近接偵測子系統112可通知介面226。介面226可包括系統函式或應用程式之應用程式設計介面(API)。在經由介面226接收到確認之後,系統函式或應用程式可基於經辨識示意動作220執行任務。Based on the proximity output 224, the proximity detection subsystem 112 can determine whether to acknowledge the identified gesture 220. If the proximity detection subsystem 112 confirms the identified gesture 220, the proximity detection subsystem 112 can notify the interface 226. Interface 226 can include a system function or an application programming interface (API) of an application. After receiving the confirmation via interface 226, the system function or application can perform the task based on the identified gesture action 220.
圖3為說明示意動作辨識之例示性系統的方塊圖。示意動作辨識之系統可包括運動感測器202及示意動作辨識子系統110。示意動作辨識子系統110可經組態以接收及處理運動感測器讀數206。示意動作辨識子系統110可包括動態篩選子系統308。動態篩選子系統308為示意動作辨識子系統110之經組態以對運動感測器讀數206執行動態篩選之組件。動態篩選子系統308可高通篩選運動感測器讀數206中每一者。動態篩選子系統308可減少運動感測器讀數206中之運動向量之時間序列的時間維度。3 is a block diagram illustrating an exemplary system for illustrating motion recognition. The system for gesture recognition may include a motion sensor 202 and a schematic motion recognition subsystem 110. The gesture recognition subsystem 110 can be configured to receive and process motion sensor readings 206. The gesture recognition subsystem 110 can include a dynamic screening subsystem 308. The dynamic screening subsystem 308 is a component that illustrates the configuration of the motion recognition subsystem 110 to perform dynamic screening of the motion sensor readings 206. Dynamic screening subsystem 308 can high pass screen each of motion sensor readings 206. The dynamic screening subsystem 308 can reduce the time dimension of the time series of motion vectors in the motion sensor readings 206.
在一些實施中,動態篩選子系統308可應用篩選臨限值,篩選臨限值可為加速度值或角速率值中之至少一者。若運動向量V在至少一軸線(例如,軸線X)上超過篩選臨限 值,則動態篩選子系統308可處理時間上在運動向量V之前的一系列之一或多個運動向量V1...Vi,以產生新運動向量V'來替換運動向量V1...Vi。動態篩選子系統308可藉由計算向量V1...Vi之平均值而產生運動向量V'。因此,動態篩選子系統308可創建具有時間序列中之較少項目之正規化運動感測器讀數。In some implementations, the dynamic screening subsystem 308 can apply a screening threshold, which can be at least one of an acceleration value or an angular rate value. If the motion vector V exceeds the screening threshold on at least one axis (eg, axis X) Values, the dynamic screening subsystem 308 can process a series of one or more motion vectors V1...Vi temporally before the motion vector V to generate a new motion vector V' to replace the motion vectors V1...Vi. The dynamic screening subsystem 308 can generate the motion vector V' by calculating the average of the vectors V1...Vi. Thus, dynamic screening subsystem 308 can create normalized motion sensor readings with fewer items in the time series.
另外,動態篩選子系統308可經組態以選擇運動感測器讀數206之一部分用於進一步處理。該選擇可基於滑動時間窗310而進行。運動感測器202可持續產生運動感測器讀數206。動態篩選子系統308可使用滑動窗310以選擇連續資料之區段,且基於選定區段產生正規化運動感測器讀數311。Additionally, the dynamic screening subsystem 308 can be configured to select a portion of the motion sensor reading 206 for further processing. This selection can be made based on the sliding time window 310. Motion sensor 202 can continuously generate motion sensor readings 206. The dynamic screening subsystem 308 can use the sliding window 310 to select segments of continuous data and generate normalized motion sensor readings 311 based on the selected segments.
示意動作辨識子系統110可包括運動識別子系統312。運動識別子系統312為示意動作辨識子系統110之經組態以判定正規化運動感測器讀數311是否與已知運動型樣匹配之組件。運動識別子系統312可接收正規化運動感測器讀數311,且存取運動型樣資料儲存器314。運動型樣資料儲存器314可包括儲存一或多個運動型樣316之儲存裝置。運動型樣316中每一者可包括一系列運動向量,且與界定誤差極限之影響範圍(SOI)相關聯。運動識別子系統312可比較所接收之正規化運動感測器讀數311與經儲存運動型樣316中每一者,且基於該比較辨識示意動作。The gesture recognition subsystem 110 can include a motion recognition subsystem 312. The motion recognition subsystem 312 is a component that is configured to identify the motion recognition subsystem 110 to determine whether the normalized motion sensor reading 311 matches a known motion pattern. Motion recognition subsystem 312 can receive normalized motion sensor readings 311 and access motion pattern data store 314. The athletic pattern data store 314 can include a storage device that stores one or more motion patterns 316. Each of the motion patterns 316 can include a series of motion vectors and is associated with a range of influence (SOI) that defines the error limit. The motion recognition subsystem 312 can compare each of the received normalized motion sensor readings 311 with the stored motion patterns 316 and identify the gesture based on the comparison.
比較所接收之正規化運動感測器讀數311與經儲存運動型樣316中每一者可包括距離計算。運動識別子系統312可 包括距離計算子系統318。距離計算子系統318為運動識別子系統312之經組態以計算正規化運動感測器讀數311與運動型樣316中每一者之間的距離之組件。若正規化運動感測器讀數311與運動型樣P之間的距離係在運動型樣P之SOI之半徑內,則運動識別子系統312可識別匹配及辨識示意動作220。運動識別子系統312可將經辨識示意動作220發送至近接偵測子系統112。將在下文參看圖4A至圖4B來描述距離計算子系統318之運作之其他細節。Comparing the received normalized motion sensor readings 311 with the stored motion patterns 316 can include distance calculations. Motion recognition subsystem 312 can A distance calculation subsystem 318 is included. The distance calculation subsystem 318 is a component of the motion recognition subsystem 312 configured to calculate the distance between the normalized motion sensor reading 311 and each of the motion patterns 316. If the distance between the normalized motion sensor reading 311 and the motion pattern P is within the radius of the SOI of the motion pattern P, the motion recognition subsystem 312 can identify the match and recognize gesture 220. Motion recognition subsystem 312 can transmit identified gesture action 220 to proximity detection subsystem 112. Additional details of the operation of distance calculation subsystem 318 will be described below with reference to Figures 4A-4B.
圖4A至圖4B為說明使運動感測器讀數匹配至運動型樣之例示性技術的圖。圖4A說明如上文參看圖3所描述之正規化運動感測器讀數311的實例資料結構。正規化運動感測器讀數311可包括一系列運動向量402。每一運動向量402可包括加速度讀數或分別針對軸線X、Y及Z之角速率ax 、ay 及az 。在一些實施中,每一運動向量402可與時間ti 相關聯,該時間界定時間序列。在一些實施中,正規化運動感測器讀數311可使用運動向量402之階來隱含地指定時間序列之時間維度。在此等實施中,可省略時間。4A-4B are diagrams illustrating an exemplary technique for matching motion sensor readings to a motion pattern. 4A illustrates an example data structure of a normalized motion sensor reading 311 as described above with reference to FIG. The normalized motion sensor reading 311 can include a series of motion vectors 402. Each motion vector 402 can include an acceleration reading or angular rates a x , a y , and a z for axes X, Y, and Z, respectively. In some implementations, each motion vector 402 can be associated with a time t i that defines a time series. In some implementations, the normalized motion sensor reading 311 can use the order of the motion vector 402 to implicitly specify the time dimension of the time series. In such implementations, time can be omitted.
距離計算子系統318(如上文參看圖3所描述)可比較正規化運動感測器讀數311與運動型樣206a、206b及206c中每一者。該比較可產生匹配。若正規化運動感測器讀數311與運動型樣206a、206b及206c中之至少一者匹配,則暫定地辨識示意動作。下文中參看圖4B進一步詳細描述比較之運作。The distance calculation subsystem 318 (as described above with reference to FIG. 3) can compare each of the normalized motion sensor readings 311 with the motion patterns 206a, 206b, and 206c. This comparison can produce a match. If the normalized motion sensor reading 311 matches at least one of the motion patterns 206a, 206b, and 206c, the gesture is tentatively identified. The operation of the comparison is described in further detail below with reference to Figure 4B.
圖4B為說明距離計算子系統318之距離計算運作的圖。 為了執行該比較,距離計算子系統318可計算正規化運動感測器讀數311與運動型樣(例如,運動型樣206a、206b或206c)之間的距離。距離計算子系統318可使用有向圖410使用動態時間歸正(dynamic time warp)技術來計算在正規化運動感測器讀數311與運動型樣之間的距離。為方便起見,正規化運動感測器讀數311將被指定為R,且運動型樣將被指定為P。R與P之間的距離將被指定為D(R,P)。4B is a diagram illustrating the distance calculation operation of the distance calculation subsystem 318. To perform the comparison, the distance calculation subsystem 318 can calculate the distance between the normalized motion sensor reading 311 and the motion pattern (eg, the motion pattern 206a, 206b, or 206c). The distance calculation subsystem 318 can use the directed graph 410 to calculate the distance between the normalized motion sensor reading 311 and the motion pattern using a dynamic time warp technique. For convenience, the normalized motion sensor reading 311 will be designated as R and the motion pattern will be designated as P. The distance between R and P will be specified as D(R, P).
在所展示之實例中,正規化運動感測器讀數311可包括m個正規化運動感測器讀數RV(1)至RV(m)之時間序列。運動型樣可包括n個運動向量PV(1)至PV(n)之時間序列。在一些實施中,距離計算子系統318藉由使用有向圖410來計算距離D(R,P)。有向圖410可包括m×n個節點。每一節點可與一成本相關聯。可基於運動向量RV(i)與PV(j)之間的距離來判定節點(i,j)之成本。該距離可為歐幾里德(Euclidean)距離、曼哈頓(Manhattan)距離,或多維空間中之兩個向量之間的任何其他距離。In the example shown, the normalized motion sensor reading 311 can include a time series of m normalized motion sensor readings RV(1) through RV(m). The motion pattern may include a time series of n motion vectors PV(1) through PV(n). In some implementations, the distance calculation subsystem 318 calculates the distance D(R, P) by using the directed graph 410. The directed graph 410 can include m x n nodes. Each node can be associated with a cost. The cost of the node (i, j) can be determined based on the distance between the motion vectors RV(i) and PV(j). The distance can be an Euclidean distance, a Manhattan distance, or any other distance between two vectors in a multidimensional space.
距離計算子系統318可將有向邊自節點(i,j)加至節點(i,j+1)且自節點(i,j)加至節點(i+1,j)。因此,所有節點之間的有向邊可形成一柵格,其中(在此實例中)多個路徑自節點(1,1)通向節點(m,n)。The distance calculation subsystem 318 can add a directed edge from the node (i, j) to the node (i, j+1) and from the node (i, j) to the node (i+1, j). Thus, the directed edges between all nodes can form a grid in which (in this example) multiple paths lead from node (1, 1) to node (m, n).
距離計算子系統318可將源節點S及自S至節點(1,1)之有向邊以及目標節點T及自節點(m,n)至T之有向邊加至有向圖410。距離計算子系統318可判定S與T之間的最短路徑,且將該最短路徑之成本指定為R與P之間的距離D(R,P)。The distance calculation subsystem 318 can add the source node S and the directed edges from the S to the node (1, 1) and the directed edges of the target node T and the self node (m, n) to T to the directed graph 410. The distance calculation subsystem 318 can determine the shortest path between S and T and specify the cost of the shortest path as the distance D(R, P) between R and P.
在一些實施中,距離計算子系統318可對比較執行最佳化。距離計算子系統318可藉由應用比較臨限值412及414來執行最佳化。比較臨限值412及414可界定一系列向量對,距離計算子系統318執行在該系列向量對之間的距離計算。藉由應用比較臨限值412及414,距離計算子系統318可排除不可能導致匹配之彼等計算。舉例而言,正規化運動感測器讀數311之第一運動向量RV(1)與運動型樣之最後運動向量PV(n)之間的距離計算不可能導致匹配,且因此,可自計算省略其。In some implementations, the distance calculation subsystem 318 can perform optimizations on the comparison. The distance calculation subsystem 318 can perform optimization by applying the comparison thresholds 412 and 414. The comparison thresholds 412 and 414 can define a series of vector pairs, and the distance calculation subsystem 318 performs distance calculations between the series of vector pairs. By applying the comparison thresholds 412 and 414, the distance calculation subsystem 318 can exclude those calculations that are unlikely to result in a match. For example, the calculation of the distance between the first motion vector RV(1) of the normalized motion sensor reading 311 and the last motion vector PV(n) of the motion pattern is unlikely to result in a match, and thus, can be omitted from the calculation. its.
距離計算子系統318可比較距離D(R,P)與運動型樣P所關聯之SOI。若距離係在SOI內,則距離計算子系統318可識別匹配。可暫定地辨識示意動作。The distance calculation subsystem 318 can compare the distance D(R, P) with the SOI associated with the motion pattern P. If the distance is within the SOI, the distance calculation subsystem 318 can identify the match. The gesture can be tentatively identified.
圖5為說明行動裝置100之例示性近接偵測子系統112的方塊圖。近接偵測子系統112可經組態以確認經暫定辨識之示意動作。近接偵測子系統112可包括近接感測器控制器502。近接感測器控制器502為近接偵測子系統112之可基於如自示意動作辨識子系統110接收之經辨識示意動作220而將近接感測器222設定成各種運作模式的組件。FIG. 5 is a block diagram illustrating an exemplary proximity detection subsystem 112 of the mobile device 100. The proximity detection subsystem 112 can be configured to confirm a tentatively identified gesture. The proximity detection subsystem 112 can include a proximity sensor controller 502. The proximity sensor controller 502 is a component of the proximity detection subsystem 112 that can set the proximity sensor 222 to various operational modes based on the identified gesture 220 received from the gesture recognition subsystem 110.
為了偵測出行動裝置100接近一物件,近接感測器222可發射電磁或靜電場且偵測該場之改變。為了偵測該改變,近接感測器222可比較該場之讀數與基線。基線可為當無物件處於近接感測器之可偵測鄰近時的電磁或靜電場之讀數。若讀數與基線之間的偏移滿足一臨限值,則可偵測到近接事件。To detect that the mobile device 100 is in proximity to an object, the proximity sensor 222 can emit an electromagnetic or electrostatic field and detect a change in the field. To detect the change, proximity sensor 222 can compare the field reading to the baseline. The baseline may be a reading of an electromagnetic or electrostatic field when no object is in proximity to the proximity sensor. If the offset between the reading and the baseline satisfies a threshold, a proximity event can be detected.
近接感測器控制器502可組態近接感測器222以在被動模式或主動模式中運作。當近接感測器222在被動模式中運作時,近接偵測子系統112可將近接事件之表示及(例如,近接事件之發生之時戳)儲存於近接事件快取記憶體504中。當經辨識示意動作220之時戳與近接事件之發生之時戳之間的時間差小於一臨限值時,近接偵測子系統112可將信號發送至介面226。當近接感測器222在主動模式中運作時,近接偵測子系統112可在近接感測器222偵測近接事件時將信號發送至介面226。The proximity sensor controller 502 can configure the proximity sensor 222 to operate in a passive mode or an active mode. When the proximity sensor 222 is operating in the passive mode, the proximity detection subsystem 112 can store the representation of the proximity event and (eg, the time stamp of the occurrence of the proximity event) in the proximity event cache 504. The proximity detection subsystem 112 may send a signal to the interface 226 when the time difference between the timestamp of the identified gesture 220 and the timestamp of the occurrence of the proximity event is less than a threshold. When the proximity sensor 222 is operating in the active mode, the proximity detection subsystem 112 can send a signal to the interface 226 when the proximity sensor 222 detects a proximity event.
近接感測器控制器502可藉由預設將近接感測器222設定成被動模式。當近接感測器控制器502自示意動作辨識子系統110接收經辨識示意動作220時,近接感測器控制器502可將近接感測器222設定成主動模式。當近接偵測子系統112將信號發送至介面226時,近接感測器控制器502可將近接感測器222設定回被動模式。另外,當在自近接感測器222被設定成主動模式之後臨限時間已過去之後,近接感測器222未偵測到近接事件時,近接感測器控制器502可將近接感測器222設定回被動模式。The proximity sensor controller 502 can set the proximity sensor 222 to the passive mode by default. When the proximity sensor controller 502 receives the recognized gesture 220 from the gesture recognition subsystem 110, the proximity sensor controller 502 can set the proximity sensor 222 to the active mode. When the proximity detection subsystem 112 sends a signal to the interface 226, the proximity sensor controller 502 can set the proximity sensor 222 back to the passive mode. In addition, when the proximity sensor 222 does not detect a proximity event after the proximity sensor has been detected after the proximity sensor 222 is set to the active mode, the proximity sensor controller 502 can connect the proximity sensor 222. Set back to passive mode.
圖6A至圖6B為說明組態近接感測器之時刻表的圖。圖6A說明行動裝置之近接感測器之習知運作。在時間t1(602)處,行動裝置可啟動近接感測器用於請求近接感測器輸入之任務。近接感測器可發射電磁或靜電場。在時間t2(604)處,近接感測器可獲取足夠讀數以建立基線r1,可量測相對於該基線r1之改變。獲取基線所花費的時間為(t2-t1)。 在時間606處,行動裝置移動接近一物件。電磁或靜電場改變成r2。在時間t3處,近接感測器可偵測該改變。近接感測器可判定r2與r1之間的偏移滿足近接臨限值,且可判定行動裝置已移動至物件之鄰近。因此,所感知之回應時間608為建立基線之時間(t2-t1)加近接偵測之時間(t3-t2)。6A-6B are diagrams illustrating a timetable for configuring a proximity sensor. Figure 6A illustrates the conventional operation of the proximity sensor of the mobile device. At time t1 (602), the mobile device can initiate a proximity sensor for requesting a proximity sensor input. The proximity sensor can emit an electromagnetic or electrostatic field. At time t2 (604), the proximity sensor can take sufficient readings to establish a baseline r1 that can be measured relative to the baseline r1. The time taken to get the baseline is (t2-t1). At time 606, the mobile device moves closer to an object. The electromagnetic or electrostatic field changes to r2. At time t3, the proximity sensor can detect the change. The proximity sensor can determine that the offset between r2 and r1 meets the proximity threshold and can determine that the mobile device has moved to the vicinity of the object. Thus, the perceived response time 608 is the time to establish the baseline (t2-t1) plus the time of the proximity detection (t3-t2).
圖6B說明行動裝置之近接感測器之以運動為基礎的運作。在時間t1'(622)處,行動裝置可進入運動偵測模式。可開啟近接感測器且將其設定成在被動模式中運作。在被動模式中,近接感測器可建立基線。在時間t2'(624)處,近接感測器建立基線r1。獲取基線所花費的時間為(t2'-t1')。在時間tc(626)處,示意動作辨識子系統偵測示意動作且在此偵測之後,示意動作組態系統隨即將近接感測器設定成主動模式。隨後,在時間627處,電磁或靜電場改變成r2。在時間t3'(628)處,運動感測器可判定r2與r1之間的偏移滿足近接臨限值,且判定行動裝置已移動至接近一物件之位置。建立基線之時間(t2'-t1')可藉由行動裝置之運動所花費的時間(例如,拾取行動裝置且將該行動裝置置於接近耳朵所花費的時間)來遮蔽。因此,所感知之回應時間630可為近接偵測時間(t3'-tc),其可比習知行動裝置之(圖6A之)所感知之回應時間608短幾百毫秒。Figure 6B illustrates the motion-based operation of the proximity sensor of the mobile device. At time t1' (622), the mobile device can enter the motion detection mode. The proximity sensor can be turned on and set to operate in passive mode. In passive mode, the proximity sensor establishes a baseline. At time t2' (624), the proximity sensor establishes a baseline r1. The time taken to get the baseline is (t2'-t1'). At time tc (626), the gesture recognition subsystem detects the gesture and after this detection, the gesture configuration system then sets the proximity sensor to the active mode. Subsequently, at time 627, the electromagnetic or electrostatic field changes to r2. At time t3' (628), the motion sensor can determine that the offset between r2 and r1 meets the proximity threshold and determines that the mobile device has moved to a position near an object. The time to establish the baseline (t2'-t1') can be masked by the time it takes for the motion of the mobile device (eg, the time it takes to pick up the mobile device and place the mobile device close to the ear). Thus, the perceived response time 630 can be a proximity detection time (t3'-tc) that can be hundreds of milliseconds shorter than the response time 608 perceived by the conventional mobile device (FIG. 6A).
圖7A為說明行動裝置之例示性以運動為基礎之運作700的流程圖。行動裝置可為如上文所描述之行動裝置100。行動裝置可接收(702)經組態以在偵測到該行動裝置已移動 至接近物件之位置之後隨即使該行動裝置執行任務之程式指令。物件可包括人臉之至少一部分。程式指令可包括作業系統指令、應用程式指令,或其兩者。程式指令可經組態以使行動裝置在用於接收觸控輸入之觸控輸入模式中運作或在用於接收語音輸入之語音輸入模式中運作。FIG. 7A is a flow diagram illustrating an exemplary motion-based operation 700 of a mobile device. The mobile device can be the mobile device 100 as described above. The mobile device can receive (702) configured to detect that the mobile device has moved The program instruction is followed by the action device even after the position of the object is approached. The item can include at least a portion of a face. Program instructions may include operating system instructions, application instructions, or both. The program instructions can be configured to operate the mobile device in a touch input mode for receiving touch input or in a voice input mode for receiving voice input.
行動裝置可自該行動裝置之運動感測器獲得(704)運動讀數。當自行動裝置之運動感測器獲得運動讀數時,該行動裝置可判定近接感測器之近接基線。判定行動裝置之近接感測器之近接基線可包括將近接感測器設定成被動模式(其中近接感測器產生一或多個基線讀數);且基於藉由在被動模式中之近接感測器所產生之基線讀數而判定近接基線。The mobile device can obtain (704) motion readings from the motion sensor of the mobile device. When the motion sensor from the mobile device obtains a motion reading, the mobile device can determine the proximity baseline of the proximity sensor. Determining the proximity baseline of the proximity sensor of the mobile device can include setting the proximity sensor to a passive mode (where the proximity sensor produces one or more baseline readings); and based on the proximity sensor in the passive mode The resulting baseline reading determines the near baseline.
行動裝置可判定(706)運動讀數指示行動裝置朝向物件移動。判定運動讀數指示行動裝置朝向物件移動可包括比較運動讀數與一或多個預先儲存之運動型樣,且基於該比較之結果而判定行動裝置正以示意動作朝向該物件而移動。一或多個預先儲存之運動型樣可與將行動裝置朝向物件而移動之示意動作相關聯。每一預先儲存之運動型樣可對應於示意動作之移動方式。The mobile device can determine (706) that the motion reading indicates that the mobile device is moving toward the object. Determining the motion reading indicating that the mobile device is moving toward the object can include comparing the motion reading to one or more pre-stored motion patterns, and based on the result of the comparing, determining that the mobile device is moving toward the object in a schematic motion. One or more pre-stored motion patterns can be associated with a gesture action of moving the mobile device toward the object. Each pre-stored motion pattern may correspond to a movement of the gesture.
回應於判定運動讀數指示行動裝置朝向物件而移動,行動裝置可自行動裝置之近接感測器獲得(708)近接讀數。獲得近接讀數可包括將近接感測器自被動模式設定成主動模式,在主動模式中近接感測器產生一或多個讀數以供與近接基線比較。判定運動讀數指示行動裝置朝向物件移動包 括判定運動開始時間。在自運動開始時間之指定延遲之後發生將近接感測器自被動模式設定成主動模式。In response to determining that the motion reading indicates that the mobile device is moving toward the object, the mobile device can obtain (708) a proximity reading from the proximity sensor of the mobile device. Obtaining the proximity reading can include setting the proximity sensor from the passive mode to the active mode, in which the proximity sensor produces one or more readings for comparison with the proximity baseline. Determining the motion reading indicates that the mobile device is moving toward the object Including the start time of the exercise. The proximity sensor is set to the active mode from the passive mode after a specified delay from the start of the motion.
基於運動讀數及近接讀數,行動裝置可判定(710)行動裝置已移動至接近物件之位置。判定行動裝置已移動至接近物件之位置可包括判定近接讀數滿足與近接基線之指定近接偏移。Based on the motion readings and the proximity readings, the mobile device can determine (710) that the mobile device has moved to a location near the object. Determining that the mobile device has moved to a location proximate to the object may include determining that the proximity reading satisfies a specified proximity offset from the proximity baseline.
行動裝置可根據程式指令執行(712)任務。執行任務可包括將行動裝置之輸入模式自觸控輸入模式改變成語音輸入模式。將輸入模式改變成語音輸入模式包括將行動裝置組態成接受語音命令或聽寫中之至少一者。The mobile device can perform (712) tasks in accordance with the program instructions. Performing the task may include changing the input mode of the mobile device from the touch input mode to the voice input mode. Changing the input mode to the voice input mode includes configuring the mobile device to accept at least one of a voice command or dictation.
圖7B為說明行動裝置之例示性以運動為基礎之運作720的流程圖。行動裝置可為如上文所描述之行動裝置100。行動裝置可將近接感測器設定(722)成在被動模式中運作。FIG. 7B is a flow diagram illustrating an exemplary motion-based operation 720 of a mobile device. The mobile device can be the mobile device 100 as described above. The mobile device can set (722) the proximity sensor to operate in the passive mode.
行動裝置可自行動裝置之示意動作辨識子系統接收(724)經辨識示意動作。行動裝置可在接收經辨識示意動作之前判定(726)近接感測器是否在臨限時段(例如,100毫秒)內偵測到近接事件。The mobile device can receive (724) the identified gesture action from the gesture recognition subsystem of the mobile device. The mobile device can determine (726) whether the proximity sensor detected a proximity event within a graceful period (eg, 100 milliseconds) prior to receiving the identified gesture.
若行動裝置在接收經辨識示意動作之前判定近接感測器在臨限時段內偵測到近接事件,則行動裝置可確認該近接事件。在確認之後,行動裝置隨即可執行(728)任務(例如,將輸入模式改變成語音輸入模式)。除了執行任務以外,行動裝置可將近接感測器設定(722)回被動模式。If the mobile device determines that the proximity sensor detected a proximity event within a threshold period before receiving the identified gesture, the mobile device may confirm the proximity event. After confirmation, the mobile device can then perform (728) the task (eg, changing the input mode to the voice input mode). In addition to performing tasks, the mobile device can set (722) the proximity sensor back to the passive mode.
若行動裝置在接收經辨識示意動作之前判定近接感測器未在臨限時段內偵測到近接事件,則行動裝置可將近接感 測器設定(730)成在主動模式中運作。行動裝置可在接收經辨識示意動作之後判定(732)近接感測器是否已在臨限時段(例如,100毫秒)內偵測到近接事件。若在接收經辨識示意動作之後近接感測器已在臨限時段內偵測到近接事件,則行動裝置可執行(728)任務。否則,行動裝置可將近接感測器設定(722)成在被動模式中運作。If the mobile device determines that the proximity sensor has not detected a proximity event within the threshold period before receiving the identified gesture, the mobile device may feel close proximity The detector is set (730) to operate in active mode. The mobile device can determine (732) whether the proximity sensor has detected a proximity event within a graceful period (eg, 100 milliseconds) after receiving the identified gesture. The mobile device may perform (728) the task if the proximity sensor has detected a proximity event within the threshold period after receiving the identified gesture. Otherwise, the mobile device can set (722) the proximity sensor to operate in the passive mode.
圖7C為說明行動裝置之例示性以運動為基礎之運作740的流程圖。行動裝置可為如上文所描述之行動裝置100。行動裝置可接收(742)經組態以在偵測到該行動裝置已移動至接近一物件之位置之後隨即使該行動裝置執行任務之程式指令。FIG. 7C is a flow diagram illustrating an exemplary motion-based operation 740 of a mobile device. The mobile device can be the mobile device 100 as described above. The mobile device can receive (742) a program command configured to perform a task even after the mobile device has moved to a location close to an object.
行動裝置可自該行動裝置之一或多個運動感測裝置獲得(744)運動讀數。運動感測裝置可包括加速度計、陀螺儀、磁力計、光感測器或重力計中之至少一者。The mobile device can obtain (744) motion readings from one or more motion sensing devices of the mobile device. The motion sensing device can include at least one of an accelerometer, a gyroscope, a magnetometer, a light sensor, or a gravimeter.
行動裝置可基於運動讀數偵測(746)示意動作事件。偵測示意動作事件可包括判定運動讀數指示行動裝置以一或多個指定方式朝向目標物件移動。The mobile device can detect (746) a motion event based on the motion reading. Detecting the gesture event may include determining that the motion reading indicates that the mobile device is moving toward the target object in one or more specified manners.
行動裝置可偵測(748)近接事件。偵測近接事件可包括自行動裝置之近接感測器獲得近接讀數。近接讀數可指示行動裝置經定位成接近物件。偵測近接事件可包括將近.接感測器設定成在被動模式中運作,在被動模式中近接感測器之觸發造成近接事件之事件通知。偵測近接事件可包括當近接感測器在被動模式中運作時偵測近接事件。The mobile device can detect (748) a proximity event. Detecting a proximity event may include obtaining a proximity reading from a proximity sensor of the mobile device. A proximity reading may indicate that the mobile device is positioned proximate to the object. Detecting the proximity event may include setting the proximity sensor to operate in a passive mode in which the triggering of the proximity sensor causes an event notification of the proximity event. Detecting a proximity event may include detecting a proximity event when the proximity sensor is operating in a passive mode.
行動裝置可基於示意動作事件及近接事件而判定(750) 行動裝置已移動至接近目標物件之位置。判定行動裝置已移動至接近目標物件之位置可包括:判定在偵測示意動作事件之前在臨限時段內偵測到近接事件時,或在偵測示意動作事件之後在臨限時段內偵測到近接事件時,行動裝置已移動至接近目標物件之位置。判定行動裝置已移動至接近目標物件之位置可包括在示意動作事件之偵測之後隨即將近接感測器設定成自被動模式切換成主動模式。當在主動模式中運作時,近接感測器之觸發可造成近接事件之事件通知、顯示器之背光之關閉,或觸敏式輸入裝置之觸控輸入之關閉。The mobile device can be determined based on the gesture event and the proximity event (750) The mobile device has moved to a position close to the target object. Determining that the mobile device has moved to a position close to the target object may include: determining to detect a proximity event during the threshold period before detecting the motion event, or detecting the threshold event after detecting the motion event When the event is close, the mobile device has moved to a position close to the target object. Determining that the mobile device has moved to a location proximate to the target object may include switching the proximity sensor to switch from the passive mode to the active mode immediately after detection of the gesture event. When operating in active mode, the proximity sensor trigger can cause an event notification of a proximity event, the backlight of the display to be turned off, or the touch input of the touch-sensitive input device to be turned off.
行動裝置可根據程式指令執行(752)任務。該任務可包括關閉觸敏式顯示螢幕,及將行動裝置之輸入模式在觸控輸入模式與語音輸入模式之間切換。The mobile device can perform (752) tasks in accordance with program instructions. The task can include turning off the touch-sensitive display screen and switching the input mode of the mobile device between the touch input mode and the voice input mode.
圖8為經組態以執行以運動為基礎之運作之行動裝置之例示性架構800的方塊圖。行動裝置可包括記憶體介面802、一或多個資料處理器、影像處理器及/或處理器804,及周邊介面806。記憶體介面802、一或多個處理器804及/或周邊介面806可為獨立組件,或可整合於一或多個積體電路中。處理器804可包括一或多個應用程式處理器(AP)及一或多個基頻處理器(BP)。應用程式處理器及基頻處理器可整合於一個單處理晶片中。行動裝置100中之各種組件(例如)可藉由一或多個通信匯流排或信號線而耦接。8 is a block diagram of an illustrative architecture 800 of a mobile device configured to perform motion-based operations. The mobile device can include a memory interface 802, one or more data processors, an image processor and/or processor 804, and a peripheral interface 806. The memory interface 802, the one or more processors 804, and/or the peripheral interface 806 can be separate components or can be integrated into one or more integrated circuits. Processor 804 can include one or more application processors (APs) and one or more baseband processors (BPs). The application processor and baseband processor can be integrated into a single processing chip. The various components in mobile device 100, for example, may be coupled by one or more communication busses or signal lines.
感測器、裝置及子系統可耦接至周邊介面806以促進多個功能性。舉例而言,運動感測器810、光感測器812及近接感測器814可耦接至周邊介面806以促進行動裝置之定向、照明及近接功能。運動感測器810可包括經組態以判定行動裝置之移動之速度及方向之改變的一或多個加速度計。位置處理器815(例如,GPS接收器)可連接至周邊介面806以提供地理定位。電子磁力計816(例如,積體電路晶片)亦可連接至周邊介面806以提供可用以判定磁北之方向的資料。因此,電子磁力計816可用作電子羅盤。重力計817可耦接至周邊介面806以促進地球之局部重力場之量測。Sensors, devices, and subsystems can be coupled to the perimeter interface 806 to facilitate multiple functionality. For example, motion sensor 810, light sensor 812, and proximity sensor 814 can be coupled to peripheral interface 806 to facilitate orientation, illumination, and proximity functions of the mobile device. Motion sensor 810 can include one or more accelerometers configured to determine changes in the speed and direction of movement of the mobile device. A location processor 815 (eg, a GPS receiver) can be coupled to the perimeter interface 806 to provide geographic location. An electronic magnetometer 816 (e.g., an integrated circuit die) can also be coupled to the peripheral interface 806 to provide information that can be used to determine the direction of the magnetic north. Therefore, the electronic magnetometer 816 can be used as an electronic compass. Gravity meter 817 can be coupled to peripheral interface 806 to facilitate measurement of the local gravity field of the earth.
攝影機子系統820及光學感測器822(例如,電荷耦合裝置(CCD)或互補金屬氧化物半導體(CMOS)光學感測器)可用以促進諸如記錄相片及視訊片段之攝影機功能。Camera subsystem 820 and optical sensor 822 (eg, a charge coupled device (CCD) or a complementary metal oxide semiconductor (CMOS) optical sensor) can be used to facilitate camera functions such as recording photos and video segments.
可經由一或多個無線通信子系統824促進通信功能,一或多個無線通信子系統824可包括射頻接收器及傳輸器及/或光學(例如,紅外線)接收器及傳輸器。通信子系統824之特定設計及實施可取決於行動裝置意欲運作之通信網路。舉例而言,行動裝置可包括經設計成在CDMA系統、WiFiTM 或WiFiTM 網路及BluetoothTM 網路上運作之通信子系統824。特定言之,無線通信子系統824可包括代管協定以使得行動裝置可經組態為用於其他無線裝置之基地台。Communication functions may be facilitated via one or more wireless communication subsystems 824, which may include radio frequency receivers and transmitters and/or optical (eg, infrared) receivers and transmitters. The particular design and implementation of communication subsystem 824 may depend on the communication network that the mobile device intends to operate. For example, the mobile communication device may include the operating system on CDMA, WiFi TM network or WiFi TM and Bluetooth TM network subsystem 824 designed. In particular, the wireless communication subsystem 824 can include a escrow agreement to enable the mobile device to be configured as a base station for other wireless devices.
音訊子系統826可耦接至揚聲器828及麥克風830以促進語音允用功能,諸如,語音辨識、語音複製、數位記錄及 電話功能。The audio subsystem 826 can be coupled to the speaker 828 and the microphone 830 to facilitate voice recognition functions, such as voice recognition, voice replication, digital recording, and telephone function.
輸入/輸出(I/O)子系統840可包括觸控螢幕控制器842及/或其他輸入控制器844。觸控螢幕控制器842可耦接至觸控螢幕846或觸控板。觸控螢幕846及觸控螢幕控制器842可(例如)使用複數個觸敏技術中之任一者以及用於判定與觸控螢幕846接觸之一或多個點之其他近接感測器陣列或其他元件來偵測接觸及移動或其中斷,觸敏技術包括(但不限於)電容性、電阻性、紅外線及表面聲波技術。Input/output (I/O) subsystem 840 can include touch screen controller 842 and/or other input controllers 844. The touch screen controller 842 can be coupled to the touch screen 846 or the touch pad. Touch screen 846 and touch screen controller 842 can, for example, use any of a plurality of touch sensitive technologies and other proximity sensor arrays for determining one or more points in contact with touch screen 846 or Other components to detect contact and movement or their interruptions include, but are not limited to, capacitive, resistive, infrared, and surface acoustic wave technologies.
其他輸入控制器844可耦接至其他輸入/控制裝置848,其他輸入/控制裝置848諸如:一或多個按鈕、搖臂開關、拇指旋輪、紅外線埠、USB埠,及/或諸如觸控筆之指標裝置。該一或多個按鈕(未圖示)可包括用於揚聲器828及/或麥克風830之音量控制的調高/調降按鈕。Other input controllers 844 may be coupled to other input/control devices 848 such as: one or more buttons, rocker switches, thumb wheels, infrared ray, USB ports, and/or such as touch The indicator device of the pen. The one or more buttons (not shown) may include an up/down button for volume control of the speaker 828 and/or the microphone 830.
在一項實施中,按鈕之按壓歷時第一持續時間可解開觸控螢幕846之鎖定;且按鈕之按壓歷時比第一持續時間長之第二持續時間可將行動裝置100之電力接通或關斷。使用者可能能夠定製按鈕中之一或多者之功能性。觸控螢幕846可(例如)亦用以實施虛擬或軟按鈕及/或鍵盤。In one implementation, the pressing of the button lasts for a first duration to unlock the touch screen 846; and the pressing of the button lasts for a second duration longer than the first duration to power the mobile device 100 or Shut down. The user may be able to customize the functionality of one or more of the buttons. Touch screen 846 can, for example, also be used to implement virtual or soft buttons and/or keyboards.
在一些實施中,行動裝置100可呈現經記錄之音訊及/或視訊檔案(諸如,MP3、AAC及MPEG檔案)。在一些實施中,行動裝置100可包括MP3播放器之功能性。因此,行動裝置100可包括與iPod相容之接針連接器。亦可使用其他輸入/輸出及控制裝置。In some implementations, the mobile device 100 can present recorded audio and/or video files (such as MP3, AAC, and MPEG files). In some implementations, the mobile device 100 can include the functionality of an MP3 player. Thus, the mobile device 100 can include a pin connector that is compatible with the iPod. Other input/output and control devices can also be used.
記憶體介面802可耦接至記憶體850。記憶體850可包括 高速隨機存取記憶體及/或非揮發性記憶體,諸如,一或多個磁碟儲存裝置、一或多個光學儲存裝置,及/或快閃記憶體(例如,NAND、NOR)。記憶體850可儲存作業系統852,作業系統852諸如,Darwin、RTXC、LINUX、UNIX、OS X、WINDOWS,或諸如VxWorks之嵌入式作業系統。作業系統852可包括用於處置基本系統服務且用於執行硬體相依任務之指令。在一些實施中,作業系統852可包括核心(例如,UNIX核心)。The memory interface 802 can be coupled to the memory 850. Memory 850 can include High speed random access memory and/or non-volatile memory, such as one or more disk storage devices, one or more optical storage devices, and/or flash memory (eg, NAND, NOR). The memory 850 can store an operating system 852 such as Darwin, RTXC, LINUX, UNIX, OS X, WINDOWS, or an embedded operating system such as VxWorks. Operating system 852 can include instructions for handling basic system services and for performing hardware dependent tasks. In some implementations, the operating system 852 can include a core (eg, a UNIX core).
記憶體850亦可儲存用以促進與一或多個額外裝置、一或多個電腦及/或一或多個伺服器之通信之通信指令854。記憶體850可包括用以促進圖形使用者介面處理之圖形使用者介面指令856;用以促進感測器相關處理及功能之感測器處理指令858;用以促進電話相關程序及功能之電話指令860;用以促進電子訊息傳遞相關程序及功能之電子訊息傳遞指令862;用以促進網路瀏覽相關程序及功能之網路瀏覽指令864;用以促進媒體處理相關程序及功能之媒體處理指令866;用以促進全球定位系統(GPS)及導航相關程序及功能之GPS/導航指令868;用以促進攝影機相關程序及功能之攝影機指令870;用以促進磁力計校準之磁力計資料872及校準指令874。記憶體850亦可儲存其他軟體指令(未圖示),諸如,安全性指令、用以促進網路視訊相關程序及功能之網路視訊指令,及/或用以促進網路購物相關程序及功能之網路購物指令。在一些實施中,媒體處理指令866分為用以分別促進音訊處理相關程序及功能 以及視訊處理相關程序及功能之音訊處理指令及視訊處理指令。啟動記錄及國際行動設備識別碼(IMEI)或類似硬體識別符亦可儲存於記憶體850中。記憶體850可包括運動指令876。運動指令876可為經組態以使行動裝置執行以運動為基礎之運作之電腦程式產品,以運動為基礎之運作包括示意動作辨識運作及示意動作確認運作,如參看圖1至圖7所描述。Memory 850 can also store communication instructions 854 to facilitate communication with one or more additional devices, one or more computers, and/or one or more servers. The memory 850 can include graphical user interface instructions 856 for facilitating graphical user interface processing; sensor processing instructions 858 for facilitating sensor related processing and functions; and telephone instructions for facilitating phone related programs and functions 860; an electronic message delivery instruction 862 for facilitating electronic message delivery related programs and functions; a network browsing instruction 864 for facilitating network browsing related programs and functions; and a media processing instruction 866 for facilitating media processing related programs and functions GPS/navigation commands 868 for facilitating global positioning system (GPS) and navigation related procedures and functions; camera instructions 870 for facilitating camera related procedures and functions; magnetometer data 872 and calibration instructions for facilitating magnetometer calibration 874. The memory 850 can also store other software commands (not shown), such as security commands, network video commands for facilitating network video related programs and functions, and/or to facilitate online shopping related programs and functions. Online shopping instructions. In some implementations, the media processing instructions 866 are divided into programs and functions for facilitating audio processing, respectively. And audio processing instructions and video processing instructions for programs and functions related to video processing. The boot record and the International Mobile Equipment Identity (IMEI) or similar hardware identifier may also be stored in the memory 850. Memory 850 can include motion instructions 876. The motion instructions 876 can be computer program products configured to cause the mobile device to perform motion-based operations, the motion-based operations including gesture motion recognition operations and gesture motion confirmation operations, as described with reference to Figures 1 through 7. .
上文經識別之指令及應用程式中之每一者可對應於用於執行上文所描述之一或多個功能的指令集。此等指令不需要實施為獨立軟體程式、程序或模組。記憶體850可包括額外指令或較少指令。此外,可在硬體中及/或在軟體中(包括在一或多個信號處理及/或特殊應用積體電路中)實施行動裝置之各種功能。Each of the above identified instructions and applications may correspond to a set of instructions for performing one or more of the functions described above. These instructions do not need to be implemented as stand-alone software programs, programs or modules. Memory 850 can include additional instructions or fewer instructions. In addition, various functions of the mobile device can be implemented in hardware and/or in software, including in one or more signal processing and/or special application integrated circuits.
圖9為經組態以執行以運動為基礎之運作之行動裝置之例示性網路運作環境900的方塊圖。行動裝置902a及902b可(例如)在資料通信時在一或多個有線及/或無線網路910上通信。舉例而言,無線網路912(例如,蜂巢式網路)可藉由使用閘道器916而與廣域網路(WAN)914(諸如,網際網路)通信。同樣地,存取裝置918(諸如,802.11g無線存取裝置)可提供至廣域網路914之通信存取。9 is a block diagram of an exemplary network operating environment 900 configured to perform a motion-based operational mobile device. Mobile devices 902a and 902b can communicate, for example, on one or more wired and/or wireless networks 910 during data communications. For example, wireless network 912 (eg, a cellular network) can communicate with a wide area network (WAN) 914 (such as the Internet) by using gateway 916. Likewise, access device 918 (such as an 802.11g wireless access device) can provide communication access to wide area network 914.
在一些實施中,可經由無線網路912及存取裝置918而建立語音通信與資料通信兩者。舉例而言,行動裝置902a可撥打(place)及接收電話呼叫(例如,使用網際網路語音通 訊協定(VoIP)協定)、發送及接收電子郵件訊息(例如,使用郵局協定3(POP3)),及在無線網路912、閘道器916及廣域網路914上擷取電子文件及/或串流(諸如,網頁、相片及視訊)(例如,使用傳輸控制協定/網際網路協定(TCP/IP)或使用者資料報協定(UDP))。同樣地,在一些實施中,行動裝置902b可撥打及接收電話呼叫、發送及接收電子郵件訊息,及在存取裝置918及廣域網路914上擷取電子文件。在一些實施中,行動裝置902a或902b可使用一或多個纜線而實體地連接至存取裝置918,且存取裝置918可為個人電腦。在此組態中,行動裝置902a或902b可被稱作「繫留」裝置。In some implementations, both voice communication and data communication can be established via wireless network 912 and access device 918. For example, mobile device 902a can place and receive telephone calls (eg, using Internet voice communication) VoIP protocol, sending and receiving email messages (eg, using Post Office Protocol 3 (POP3)), and capturing electronic files and/or strings on wireless network 912, gateway 916, and wide area network 914 Streams (such as web pages, photos, and videos) (for example, using Transmission Control Protocol/Internet Protocol (TCP/IP) or User Datagram Protocol (UDP)). Similarly, in some implementations, mobile device 902b can make and receive phone calls, send and receive email messages, and retrieve electronic files on access device 918 and wide area network 914. In some implementations, the mobile device 902a or 902b can be physically coupled to the access device 918 using one or more cables, and the access device 918 can be a personal computer. In this configuration, the mobile device 902a or 902b may be referred to as a "tethered" device.
行動裝置902a及902b亦可藉由其他構件建立通信。舉例而言,無線行動裝置902a可在無線網路912上與其他無線裝置(例如,其他行動裝置902a或902b、蜂巢式電話等等)通信。同樣地,行動裝置902a及902b可藉由使用一或多個通信子系統(諸如,BluetoothTM 通信裝置)而建立同級間通信920(例如,個人區域網路)。亦可實施其他通信協定及拓撲。Mobile devices 902a and 902b may also establish communications by other components. For example, wireless mobile device 902a can communicate with other wireless devices (e.g., other mobile devices 902a or 902b, cellular telephones, etc.) over wireless network 912. Likewise, mobile devices 902a and 902b can establish inter-segment communication 920 (e.g., a personal area network) by using one or more communication subsystems, such as Bluetooth (TM) communication devices. Other communication protocols and topologies can also be implemented.
行動裝置902a或902b可(例如)在一或多個有線及/或無線網路上與一或多個服務930及940通信。舉例而言,一或多個運動訓練服務930可用以判定一或多個運動型樣。運動型樣服務940可將該一或多個運動型樣提供至行動裝置902a及902b以用於辨識示意動作。Mobile device 902a or 902b can communicate with one or more services 930 and 940, for example, on one or more wired and/or wireless networks. For example, one or more athletic training services 930 can be used to determine one or more athletic patterns. The motion pattern service 940 can provide the one or more motion patterns to the mobile devices 902a and 902b for recognizing the gestures.
行動裝置902a或902b亦可在一或多個有線及/或無線網 路上存取其他資料及內容。舉例而言,可藉由行動裝置902a或902b來存取內容發行者(諸如,新聞網站、真正簡易新聞訂閱方式(Really Simple Syndication,RSS)饋給、web網站、網誌(blog)、社交網站、開發人員網路,等等)。可藉由回應於使用者觸模(例如)Web物件而進行網路瀏覽函式或應用程式(例如,瀏覽器)之調用來提供此存取。Mobile device 902a or 902b may also be in one or more wired and/or wireless networks Access other materials and content on the road. For example, a content publisher (such as a news website, a Really Simple Syndication (RSS) feed, a web site, a blog, a social networking site) can be accessed by the mobile device 902a or 902b. , developer network, etc.). This access can be provided by a web browsing function or an application (eg, a browser) call in response to a user touching a form, such as a web object.
已描述本發明之多項實施。然而,應理解,可在不脫離本發明之精神及範疇的情況下進行各種修改。舉例而言,上文所描述之每一子系統、組件或單元可包括硬體裝置、軟體指令,或其兩者。A number of implementations of the invention have been described. However, it will be understood that various modifications may be made without departing from the spirit and scope of the invention. For example, each of the subsystems, components, or units described above can include hardware devices, software instructions, or both.
100‧‧‧行動裝置100‧‧‧ mobile devices
102‧‧‧台102‧‧‧
104‧‧‧運動路徑104‧‧‧Sports path
110‧‧‧示意動作辨識子系統110‧‧‧Signal recognition subsystem
112‧‧‧近接偵測子系統112‧‧‧ proximity detection subsystem
116‧‧‧時間116‧‧‧Time
118‧‧‧人臉118‧‧‧ faces
202‧‧‧運動感測器202‧‧‧Sports sensor
206‧‧‧運動感測器讀數206‧‧‧motion sensor readings
206a‧‧‧運動型樣206a‧‧‧ sport style
206b‧‧‧運動型樣206b‧‧‧ sports style
206c‧‧‧運動型樣206c‧‧‧ sports style
220‧‧‧經辨識示意動作220‧‧‧Identified gesture
222‧‧‧近接感測器222‧‧‧ proximity sensor
224‧‧‧近接輸出224‧‧‧ close output
226‧‧‧介面226‧‧" interface
308‧‧‧動態篩選子系統308‧‧‧Dynamic screening subsystem
310‧‧‧滑動時間窗310‧‧‧Sliding time window
311‧‧‧正規化運動感測器讀數311‧‧‧Normalized motion sensor readings
312‧‧‧運動識別子系統312‧‧‧Sports recognition subsystem
314‧‧‧運動型樣資料儲存器314‧‧‧Sports type data storage
316‧‧‧運動型樣316‧‧‧ sports style
318‧‧‧距離計算子系統318‧‧‧ Distance calculation subsystem
402‧‧‧運動向量402‧‧‧Sports vector
410‧‧‧有向圖410‧‧‧ directed graph
412‧‧‧比較臨限值412‧‧‧Comparative threshold
414‧‧‧比較臨限值414‧‧‧Comparative threshold
502‧‧‧近接感測器控制器502‧‧‧ proximity sensor controller
504‧‧‧近接事件快取記憶體504‧‧‧ Near event cache memory
602‧‧‧時間t1602‧‧‧Time t1
604‧‧‧時間t2604‧‧‧Time t2
606‧‧‧時間606‧‧‧Time
608‧‧‧所感知之回應時間608‧‧‧ perceived response time
622‧‧‧時間t1'622‧‧‧Time t1'
624‧‧‧時間t2'624‧‧‧Time t2'
626‧‧‧時間tc626‧‧‧Time tc
627‧‧‧時間627‧‧‧Time
628‧‧‧時間t3'628‧‧‧Time t3'
630‧‧‧所感知之回應時間630‧‧‧ perceived response time
800‧‧‧架構800‧‧‧ Architecture
802‧‧‧記憶體介面802‧‧‧ memory interface
804‧‧‧處理器804‧‧‧ processor
806‧‧‧周邊介面806‧‧‧ peripheral interface
810‧‧‧運動感測器810‧‧‧Sports sensor
812‧‧‧光感測器812‧‧‧Light sensor
814‧‧‧近接感測器814‧‧‧ proximity sensor
815‧‧‧位置處理器815‧‧‧ position processor
816‧‧‧電子磁力計816‧‧‧Electronic magnetometer
817‧‧‧重力計817‧‧‧ Gravimeter
820‧‧‧攝影機子系統820‧‧‧ camera subsystem
822‧‧‧光學感測器822‧‧‧Optical sensor
824‧‧‧無線通信子系統824‧‧‧Wireless communication subsystem
826‧‧‧音訊子系統826‧‧‧ Audio subsystem
828‧‧‧揚聲器828‧‧‧Speaker
830‧‧‧麥克風830‧‧‧Microphone
840‧‧‧輸入/輸出(I/O)子系統840‧‧‧Input/Output (I/O) Subsystem
842‧‧‧觸控螢幕控制器842‧‧‧Touch Screen Controller
844‧‧‧輸入控制器844‧‧‧Input controller
846‧‧‧觸控螢幕846‧‧‧ touch screen
848‧‧‧輸入/控制裝置848‧‧‧Input/control device
850‧‧‧記憶體850‧‧‧ memory
852‧‧‧作業系統852‧‧‧Operating system
854‧‧‧通信指令854‧‧‧Communication Directive
856‧‧‧圖形使用者介面指令856‧‧‧Graphical User Interface Instructions
858‧‧‧感測器處理指令858‧‧‧Sensor processing instructions
860‧‧‧電話指令860‧‧‧ telephone order
862‧‧‧電子訊息傳遞指令862‧‧‧ Electronic Message Delivery Instructions
864‧‧‧網路瀏覽指令864‧‧‧Internet browsing instructions
866‧‧‧媒體處理指令866‧‧‧Media Processing Instructions
868‧‧‧全球定位系統(GPS)/導航指令868‧‧‧Global Positioning System (GPS)/Navigation Directive
870‧‧‧攝影機指令870‧‧‧ camera instructions
872‧‧‧磁力計資料872‧‧‧ magnetometer data
874‧‧‧校準指令874‧‧‧ calibration instructions
876‧‧‧運動指令876‧‧ ‧ sport instruction
900‧‧‧網路運作環境900‧‧‧Network operating environment
902a‧‧‧行動裝置902a‧‧‧ mobile device
902b‧‧‧行動裝置902b‧‧‧ mobile device
910‧‧‧有線及/或無線網路910‧‧‧Wired and / or wireless network
912‧‧‧無線網路912‧‧‧Wireless network
914‧‧‧廣域網路(WAN)914‧‧‧ Wide Area Network (WAN)
916‧‧‧閘道器916‧‧‧ gateway
918‧‧‧存取裝置918‧‧‧ access device
920‧‧‧同級間通信920‧‧‧Inter-level communication
930‧‧‧運動訓練服務930‧‧‧Sports training service
940‧‧‧運動型樣服務940‧‧‧Sports model service
圖1為提供例示性以運動為基礎之裝置運作之概述的圖。1 is a diagram providing an overview of an exemplary motion-based device operation.
圖2為經組態以執行以運動為基礎之運作之例示性行動裝置的方塊圖。2 is a block diagram of an illustrative mobile device configured to perform motion-based operations.
圖3為說明示意動作辨識之例示性系統的方塊圖。3 is a block diagram illustrating an exemplary system for illustrating motion recognition.
圖4A至圖4B為說明使運動感測器讀數匹配至運動型樣之例示性技術的圖。4A-4B are diagrams illustrating an exemplary technique for matching motion sensor readings to a motion pattern.
圖5為說明行動裝置之例示性示意動作確認子系統的方塊圖。5 is a block diagram illustrating an exemplary schematic action confirmation subsystem of a mobile device.
圖6A至圖6B為說明組態近接感測器之時刻表的圖。6A-6B are diagrams illustrating a timetable for configuring a proximity sensor.
圖7A至圖7C為說明行動裝置之例示性以運動為基礎之運作的流程圖。7A-7C are flow diagrams illustrating an exemplary motion-based operation of a mobile device.
圖8為經組態以執行以運動為基礎之運作之行動裝置之例示性架構的方塊圖。8 is a block diagram of an illustrative architecture of a mobile device configured to perform motion-based operations.
圖9為經組態以執行以運動為基礎之運作之行動裝置之例示性網路運作環境的方塊圖。9 is a block diagram of an exemplary network operating environment configured to perform a motion-based operational mobile device.
各種圖式中之相同參考符號指示相同元件。The same reference symbols are used in the various drawings.
100‧‧‧行動裝置100‧‧‧ mobile devices
110‧‧‧示意動作辨識子系統110‧‧‧Signal recognition subsystem
112‧‧‧近接偵測子系統112‧‧‧ proximity detection subsystem
202‧‧‧運動感測器202‧‧‧Sports sensor
206‧‧‧運動感測器讀數206‧‧‧motion sensor readings
220‧‧‧經辨識示意動作220‧‧‧Identified gesture
222‧‧‧近接感測器222‧‧‧ proximity sensor
224‧‧‧近接輸出224‧‧‧ close output
226‧‧‧介面226‧‧" interface
Claims (24)
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US13/153,335 US8952895B2 (en) | 2011-06-03 | 2011-06-03 | Motion-based device operations |
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TW201250251A (en) | 2012-12-16 |
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EP2716018B1 (en) | 2018-09-19 |
US8952895B2 (en) | 2015-02-10 |
KR101543143B1 (en) | 2015-08-07 |
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